{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c31bb399",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "curr_dir=os.getcwd()\n",
    "\n",
    "current_dir = os.path.dirname(os.path.abspath(curr_dir))\n",
    "# parent_dir = os.path.dirname(current_dir)\n",
    "src_dir = os.path.dirname(current_dir) \n",
    "sys.path.append(current_dir) \n",
    "sys.path.append(current_dir+'\\\\src') \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1aaf49ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "import igraph as ig\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b682e8e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "# 用 Python 自带的随机数种子间接控制\n",
    "random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9bea7024",
   "metadata": {},
   "outputs": [],
   "source": [
    "from  graph_diffuse_with_source.gds import Gds as Gds\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9261a843",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_node_data(node_data):\n",
    "    \n",
    "    \n",
    "    total = sum([v[1] for v in node_data])\n",
    "    if total>0:\n",
    "        node_data_2=[[k,v/total] for k,v in node_data]\n",
    "    else:\n",
    "        node_data_2=[[k,v] for k,v in node_data]\n",
    "\n",
    "    return node_data_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7fd20240",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 加载图\n",
    "\n",
    "random.seed(42)\n",
    "node_num =320\n",
    "G = ig.Graph.Barabasi(n=node_num,m=2)\n",
    "for i in range(0,node_num):\n",
    "    G.vs[i]['node_id'] = str(i)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bb74901",
   "metadata": {},
   "source": [
    "# 创建Gds实例，查找中央节点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5262ff6",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 创建Gds实例\n",
    "gds = Gds(G)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "23680834",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 添加源节点\n",
    "source_nodes = [str(v) for v in list(range(0,node_num))]\n",
    "gds.add_one_node_ids(source_nodes)\n",
    "\n",
    "gds.FADE=0.3\n",
    "\n",
    "# 执行传播\n",
    "for _ in range(1):  # 迭代5次\n",
    "    gds.add_one_node_ids(source_nodes)\n",
    "    gds.emit_to_buffer()\n",
    "    gds.merge_from_buffer()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2ffe20af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中心节点: {'1': 0.024893951534576523, '0': 0.01850792182554035, '5': 0.022023358585858573}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# 计算中心节点\n",
    "central_nodes = gds.show_central()\n",
    "print(\"中心节点:\", central_nodes)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3ff52fdc",
   "metadata": {},
   "outputs": [
    {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.cairo.plot.CairoPlot at 0x237aff3bdf0>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "image/svg+xml": {
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      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# 可视化\n",
    "node_data = [(node_id, score) for node_id, score in central_nodes.items()]\n",
    "node_data=normalize_node_data(node_data)\n",
    "gds.show_nodes(node_data)\n",
    "ig.plot(gds.G,vertex_label=gds.G.vs[\"node_id\"])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c475a937",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1e8a2b3a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15 关联节点: {'0': 0.03228763545330998, '2': 0.023141787026849835, '4': 0.018803917574316445, '8': 0.017521829805377954, '26': 0.022183187612375914, '1': 0.044670775315353184, '5': 0.03971884804026435, '15': 0.026990689212981575, '18': 0.023933132533763665}\n",
      "[0, 2, 4, 8, 26, 1, 5, 15, 18]\n",
      "19 关联节点: {'0': 0.06549474774482059, '2': 0.037803390531908995, '4': 0.023466381277062687, '8': 0.02194563148220583, '26': 0.030581915819167107, '1': 0.10026105882260936, '5': 0.08599932694057405, '9': 0.017381615275924838, '13': 0.017219361493545995, '6': 0.018091996293393427, '15': 0.04412418325878175, '18': 0.0372564865922565}\n",
      "[0, 2, 4, 8, 26, 1, 5, 9, 13, 6, 15, 18]\n",
      "[0, 1, 2, 4, 5, 6, 8, 9, 13, 15, 18, 26]\n"
     ]
    },
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      ],
      "text/plain": [
       "<igraph.drawing.cairo.plot.CairoPlot at 0x237aff3b1f0>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "image/svg+xml": {
       "isolated": true
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     "output_type": "execute_result"
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   ],
   "source": [
    "# 修改种子\n",
    "random.seed(42)\n",
    "# 创建Gds实例\n",
    "gds = Gds(G)\n",
    "# 添加源节点\n",
    "\n",
    "selected_nodes = ['15','19']\n",
    "\n",
    "# gds.FADE=0.1\n",
    "# gds.LIMIT=0.002\n",
    "result_node =[]\n",
    "for node in selected_nodes:\n",
    "    # 执行传播\n",
    "    for _ in range(6): \n",
    "        gds.add_one_node_ids([node])\n",
    "        gds.emit_to_buffer()\n",
    "        gds.merge_from_buffer()\n",
    "\n",
    "\n",
    "    # 计算中心节点\n",
    "    central_nodes = gds.show_central()\n",
    "    print(node,\"关联节点:\", central_nodes)\n",
    "\n",
    "\n",
    "    # 可视化\n",
    "    node_data = [(node_id, score) for node_id, score in central_nodes.items()]\n",
    "\n",
    "\n",
    "    nodes_vids =[gds.nodeid_id_dict[i[0]] for i in node_data]\n",
    "    print(nodes_vids)\n",
    "    result_node.extend(nodes_vids)\n",
    "result_node=list(set(result_node))\n",
    "black_subgraph =gds.G.subgraph(result_node)\n",
    "print(result_node)\n",
    "ig.plot(black_subgraph,vertex_label=black_subgraph.vs[\"node_id\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c4aa8973",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(result_node)"
   ]
  }
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